AI visibility score
4.2/ 10Fair

▼ 0.8 since Jun 2026

#1,233,957 of 1,966,161 in Media & Entertainment

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Mossy Willow Studio

Mossy Willow Studio

Unclaimed

mossywillows.com · Media & Entertainment

Borderline visible. AI bots can crawl Mossy Willow Studio, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 5 times

Claude · Meta AI · Apple Intelligence

#1,233,957 of 1,966,161 in Media & Entertainment for AI visibility

4

AEO Visibility

i

Borderline · 4.2/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

0

AI Adoption

i

None detected · 0/100

Share

About Mossy Willow Studio

from our crawl and measurement

Mossy Willow Studio describes itself simply: "Mossy Willow Studio is run by independent comic artist Leo Richmond. In his portfolio you will find grungy art and rustic stories." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a partly stated business identity. What holds it back is structured data describing the business, sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 48 words.

Industry · Media & Entertainment
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Fair

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, Mossy Willow Studio is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

✓

The exact fixes for Mossy Willow Studio

✓

Which AI engines already crawl you

✓

Free AI bot monitoring: see every AI crawler that visits you

Already have an account? Sign in

Picked for Mossy Willow Studio: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for Mossy Willow Studio.

Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mossywillows

Cite this score: Engagemii (2026). "AEO Score for Mossy Willow Studio." Retrieved from https://engagemii.com/aeo/brands/mossywillows

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

Powered by Engagemii - The Answer Engine Optimization (AEO) Platform